{"id":"W4402491952","doi":"10.58931/cibdt.2024.2229","title":"Acute Severe Ulcerative Colitis: Review of Management and Emerging Treatments","year":2024,"lang":"en","type":"article","venue":"Canadian IBD Today","topic":"Inflammatory Bowel Disease","field":"Biochemistry, Genetics and Molecular Biology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Ulcerative colitis; Medicine; Intensive care medicine; Internal medicine; Disease","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00005975203,0.00009956452,0.00008877597,0.00005318516,0.00004252027,0.00001604923,0.00006264175,0.00003970326,0.0001271809],"category_scores_gemma":[0.000006940786,0.00009857959,0.00004733159,0.00005720299,0.00003472778,0.000003886526,0.00002705346,0.00002865186,0.00001667938],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005695433,"about_ca_system_score_gemma":0.0001841383,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004888796,"about_ca_topic_score_gemma":0.007356874,"domain_scores_codex":[0.9994171,0.00003082153,0.0001158196,0.0002100475,0.00005587275,0.0001703555],"domain_scores_gemma":[0.9995723,0.000002128561,0.00001841846,0.0001731955,0.00002958212,0.0002043148],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000362856,0.00009959291,0.008959591,0.03583964,0.00908736,0.01767539,0.00129812,0.00001850452,0.003728562,0.0279877,0.6925551,0.2023876],"study_design_scores_gemma":[0.0009033883,0.0001409731,0.1110144,0.005809341,0.0008413402,0.000113772,0.0001797059,0.00005259474,0.002317132,0.0003449989,0.8776395,0.0006428985],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7825359,0.1053754,0.00005909222,0.001997603,0.000718143,0.001980585,0.001837542,0.00004542417,0.1054503],"genre_scores_gemma":[0.9527814,0.02720494,0.0002645871,0.002483122,0.0001236074,0.000122722,0.0004098258,0.00004206705,0.01656769],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2017447,"threshold_uncertainty_score":0.4105309,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005005109405195285,"score_gpt":0.2381911738514745,"score_spread":0.2331860644462792,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}